Design of Direct Adaptive Controller for a Half-Car Suspension System

被引:0
|
作者
Pedro, Jimoh O. [1 ]
Baloyi, Nyiko [1 ]
机构
[1] Univ Witwatersrand, Sch Mech Aeronaut & Ind Engn, Private Bag 03, ZA-2050 Johannesburg, South Africa
来源
关键词
PID control; nonlinear half-car model; active vehicle suspension system; direct adaptive neural control; feedback linearisation; radial basis function neural network; ACTIVE SUSPENSIONS; VEHICLE; COMFORT; FUZZY;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A direct adaptive neural network (DANN) controller is designed for a four degree of freedom (4-DOF) nonlinear halfcar suspension system. A radial basis function neural network (RBFNN) is used as part of the feedback linearisation (FBL) control law to make the controller adaptive by adjusting the network weights online. Performance of the DANN controller is benchmarked against that of a passive vehicle suspension system (PVSS) and of a fixed-gain PID controller. The active vehicle suspension system (AVSS) is subjected to a deterministic road disturbance during controller design. The novelty in this work is the design and application of a DANN controller to improve the ride comfort and road holding performance of the AVSS.
引用
收藏
页码:467 / 472
页数:6
相关论文
共 50 条
  • [1] Road-adaptive algorithm design of half-car active suspension system
    Huang, Chiou-Jye
    Lin, Jung-Shan
    Chen, Chung-Cheng
    EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (06) : 4392 - 4402
  • [2] Observer and Controller Design For Half-Car Active Suspension System Using Singular Perturbation theory
    Aghazadeh, M.
    Zarabadipour, H.
    MEMS, NANO AND SMART SYSTEMS, PTS 1-6, 2012, 403-408 : 4786 - 4793
  • [3] Design and Performance Assessment of Adaptive Harmonic Control for a Half-Car Active Suspension System
    Unguritu, Maria-Geanina
    Nichitelea, Teodor-Constantin
    Selisteanu, Dan
    COMPLEXITY, 2022, 2022
  • [4] Digital Controller design for half-Car Active Suspension System with using Singular Perturbation Theory
    Paarya, A. R.
    Zarabadipour, H.
    MEMS, NANO AND SMART SYSTEMS, PTS 1-6, 2012, 403-408 : 4800 - 4805
  • [5] Discrete time adaptive active suspension for a half-car model
    Univ of Toledo, Toledo, United States
    Trans Can Soc Mech Eng, 3 (221-259):
  • [6] Optimal State Feedback Control Design of Half-Car Active Suspension System
    Uddin, Nur
    Manurung, Auralius
    Wijaya, Rahmat Nur Adi
    IAENG International Journal of Applied Mathematics, 2021, 51 (03) : 1 - 9
  • [7] Design of Coupled Disturbance Observers for Nonlinear Half-Car Active Suspension System
    Velagic, Jasmin
    Hrusto, Adha
    2017 IEEE INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS (AIM), 2017, : 547 - 552
  • [8] Discrete time adaptive active suspension for a half-car model
    Dukkipati, RV
    Vallurupalli, SS
    Osman, MOM
    TRANSACTIONS OF THE CANADIAN SOCIETY FOR MECHANICAL ENGINEERING, 1997, 21 (03) : 221 - 272
  • [9] A mixed suspension system for a half-car vehicle model
    Giua, A
    Seatzu, C
    Usai, G
    DYNAMICS AND CONTROL, 2000, 10 (04) : 375 - 397
  • [10] Nonlinear backstepping active suspension design applied to a half-car model
    Lin, JS
    Huang, CJ
    VEHICLE SYSTEM DYNAMICS, 2004, 42 (06) : 373 - 393